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Author

Elio Quinton

2 papers indexed here

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Preprint Aug 2026

On the Geometry of Music Bandwidth Extension in Latent Spaces of Audio Codecs

Recent audio restoration increasingly relies on large-scale conditional latent generative modeling, including diffusion, Schrodinger Bridges, and Flow Matching variants, to invert degradations such as bandwidth limitation or noise. We present an analysis of the performance of various state-of-the-art methods compared t...

Hendrik Vincent Koops, Hao Tan, Elio Quinton · 0 citations
Preprint Aug 2026

Steering dense music retrieval with open-vocabulary concept discovery

A lightweight, training-free method that recovers a sparse set of audio features whose decoded representation reconstructs the target concept while remaining consistent with audio-space geometry, enabling more precise concept amplification and suppression with reduced drift on preservation metrics.

Julien Guinot, Alain Riou, Elio Quinton et al. · 0 citations

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